Introduction: Google Cloud Load Balancing and Cloud CDN provide enterprise-grade traffic distribution and content delivery for global applications. This comprehensive guide explores load balancing architectures, from HTTP(S) load balancers and TCP/UDP proxies to internal load balancing and traffic management policies. After implementing global load balancing for applications serving billions of requests daily, I’ve found Google’s […]
Read more →Category: Emerging Technologies
Emerging technologies include a variety of technologies such as educational technology, information technology, nanotechnology, biotechnology, cognitive science, psychotechnology, robotics, and artificial intelligence.
Quantization Methods for LLMs: GPTQ, AWQ, and BitsAndBytes
Last year, I needed to run a 13B parameter model on a 16GB GPU. Full precision required 52GB. After testing GPTQ, AWQ, and BitsAndBytes, I reduced memory to 7GB with minimal accuracy loss. After quantizing 30+ models, I’ve learned which method works best for each scenario. Here’s the complete guide to LLM quantization. Figure 1: […]
Read more →Azure Front Door: A Solutions Architect’s Guide to Global Load Balancing and CDN
In an era where milliseconds of latency can translate to millions in lost revenue, global load balancing has evolved from a nice-to-have to a critical infrastructure component. Azure Front Door represents Microsoft’s answer to the challenge of delivering applications globally with enterprise-grade security and performance. Having designed global application delivery architectures for over two decades, […]
Read more →Azure Container Apps: A Solutions Architect’s Guide to Serverless Containers
The evolution of container orchestration has reached an inflection point where the complexity of managing Kubernetes clusters often overshadows the benefits of containerization itself. Azure Container Apps represents Microsoft’s answer to this challenge, providing a serverless container platform that abstracts away infrastructure management while retaining the flexibility that modern cloud-native applications demand. Having architected numerous […]
Read more →Microsoft Power Platform: A Solutions Architect’s Guide to Low-Code Enterprise Development
The democratization of software development has been one of the most significant shifts in enterprise technology over the past decade. Microsoft Power Platform represents the culmination of this movement—a suite of low-code tools that enables organizations to build applications, automate workflows, analyze data, and create intelligent agents without traditional programming expertise. After years of implementing […]
Read more →Mastering Google Cloud Platform: A Complete Architecture Guide for Enterprise Developers
Introduction: Google Cloud Platform has emerged as a formidable player in the enterprise cloud landscape, offering a unique combination of cutting-edge infrastructure, data analytics capabilities, and machine learning services that distinguish it from AWS and Azure. This comprehensive guide explores GCP’s core architecture patterns, enterprise design principles, and production-ready implementations using Terraform and Python. After […]
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